Pandas Profiling Report

Dataset info

Number of variables	89
Number of observations	18207
Missing cells	76984 (< 0.1%)
Duplicate rows	0 (0.0%)
Total size in memory	12.4 MiB
Average record size in memory	712.0 B

Variables types

Numeric	34
Categorical	41
Boolean	1
Date	0
URL	3
Text (Unique)	0
Rejected	10
Unsupported	0

Warnings

`CAM` has a high cardinality: 102 distinct values	Warning
`CAM` has 2085 (11.5%) missing values	Missing
`CB` has a high cardinality: 109 distinct values	Warning
`CB` has 2085 (11.5%) missing values	Missing
`CDM` has a high cardinality: 100 distinct values	Warning
`CDM` has 2085 (11.5%) missing values	Missing
`CF` has a high cardinality: 103 distinct values	Warning
`CF` has 2085 (11.5%) missing values	Missing
`Club` has a high cardinality: 652 distinct values	Warning
`Club` has 241 (< 0.1%) missing values	Missing
`CM` has a high cardinality: 93 distinct values	Warning
`CM` has 2085 (11.5%) missing values	Missing
`Contract_Valid_Until` has 289 (< 0.1%) missing values	Missing
`Dribbling` is highly correlated with `BallControl` (ρ = 0.93894)	Rejected
`GKHandling` is highly correlated with `GKDiving` (ρ = 0.97028)	Rejected
`GKKicking` is highly correlated with `GKHandling` (ρ = 0.96524)	Rejected
`GKPositioning` is highly correlated with `GKKicking` (ρ = 0.96434)	Rejected
`GKReflexes` is highly correlated with `GKPositioning` (ρ = 0.97013)	Rejected
`Joined` has a high cardinality: 1737 distinct values	Warning
`Joined` has 1553 (8.5%) missing values	Missing
`LAM` has a high cardinality: 102 distinct values	Warning
`LAM` has 2085 (11.5%) missing values	Missing
`LB` has a high cardinality: 99 distinct values	Warning
`LB` has 2085 (11.5%) missing values	Missing
`LCB` has a high cardinality: 109 distinct values	Warning
`LCB` has 2085 (11.5%) missing values	Missing
`LCM` has a high cardinality: 93 distinct values	Warning
`LCM` has 2085 (11.5%) missing values	Missing
`LDM` has a high cardinality: 100 distinct values	Warning
`LDM` has 2085 (11.5%) missing values	Missing
`LF` has a high cardinality: 103 distinct values	Warning
`LF` has 2085 (11.5%) missing values	Missing
`LM` has a high cardinality: 101 distinct values	Warning
`LM` has 2085 (11.5%) missing values	Missing
`Loaned_From` has a high cardinality: 342 distinct values	Warning
`Loaned_From` has 16943 (93.1%) missing values	Missing
`LS` has a high cardinality: 94 distinct values	Warning
`LS` has 2085 (11.5%) missing values	Missing
`LW` has a high cardinality: 106 distinct values	Warning
`LW` has 2085 (11.5%) missing values	Missing
`LWB` has a high cardinality: 96 distinct values	Warning
`LWB` has 2085 (11.5%) missing values	Missing
`Name` has a high cardinality: 17194 distinct values	Warning
`Nationality` has a high cardinality: 164 distinct values	Warning
`RAM` has a high cardinality: 102 distinct values	Warning
`RAM` has 2085 (11.5%) missing values	Missing
`RB` has a high cardinality: 99 distinct values	Warning
`RB` has 2085 (11.5%) missing values	Missing
`RCB` has a high cardinality: 109 distinct values	Warning
`RCB` has 2085 (11.5%) missing values	Missing
`RCM` has a high cardinality: 93 distinct values	Warning
`RCM` has 2085 (11.5%) missing values	Missing
`RDM` has a high cardinality: 100 distinct values	Warning
`RDM` has 2085 (11.5%) missing values	Missing
`Release_Clause` has a high cardinality: 1245 distinct values	Warning
`Release_Clause` has 1564 (8.6%) missing values	Missing
`RF` has a high cardinality: 103 distinct values	Warning
`RF` has 2085 (11.5%) missing values	Missing
`RM` has a high cardinality: 101 distinct values	Warning
`RM` has 2085 (11.5%) missing values	Missing
`RS` has a high cardinality: 94 distinct values	Warning
`RS` has 2085 (11.5%) missing values	Missing
`RW` has a high cardinality: 106 distinct values	Warning
`RW` has 2085 (11.5%) missing values	Missing
`RWB` has a high cardinality: 96 distinct values	Warning
`RWB` has 2085 (11.5%) missing values	Missing
`ShortPassing` is highly correlated with `BallControl` (ρ = 0.91145)	Rejected
`SlidingTackle` is highly correlated with `Interceptions` (ρ = 0.92828)	Rejected
`Special` is highly correlated with `ShortPassing` (ρ = 0.90673)	Rejected
`SprintSpeed` is highly correlated with `Acceleration` (ρ = 0.92193)	Rejected
`ST` has a high cardinality: 94 distinct values	Warning
`ST` has 2085 (11.5%) missing values	Missing
`StandingTackle` is highly correlated with `SlidingTackle` (ρ = 0.97466)	Rejected
`Value` has a high cardinality: 217 distinct values	Warning
`Wage` has a high cardinality: 144 distinct values	Warning
`Weight` has a high cardinality: 58 distinct values	Warning

Acceleration
Numeric

Distinct count	87
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	64.614
Minimum	12
Maximum	97
Zeros (%)	0.0%

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Quantile statistics

Minimum	12
5-th percentile	34
Q1	57
Median	67
Q3	75
95-th percentile	85
Maximum	97
Range	85
Interquartile range	18

Descriptive statistics

Standard deviation	14.928
Coef of variation	0.23103
Kurtosis	0.46964
Mean	64.614
MAD	11.563
Skewness	-0.8153
Sum	1.1733e+06
Variance	222.84
Memory size	142.4 KiB

Value	Count	Frequency (%)
69	759	< 0.1%
68	741	< 0.1%
67	685	< 0.1%
74	614	< 0.1%
66	608	< 0.1%
65	568	< 0.1%
75	568	< 0.1%
72	549	< 0.1%
78	528	< 0.1%
73	527	< 0.1%
Other values (76)	12012	66.0%

Minimum 5 values

Value	Count	Frequency (%)
12	1	< 0.1%
13	2	< 0.1%
14	3	< 0.1%
15	17	< 0.1%
16	13	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
97	2	< 0.1%
96	2	< 0.1%
95	8	< 0.1%
94	25	< 0.1%
93	41	< 0.1%

Age
Numeric

Distinct count	29
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	25.122
Minimum	16
Maximum	45
Zeros (%)	0.0%

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Quantile statistics

Minimum	16
5-th percentile	18
Q1	21
Median	25
Q3	28
95-th percentile	33
Maximum	45
Range	29
Interquartile range	7

Descriptive statistics

Standard deviation	4.6699
Coef of variation	0.18589
Kurtosis	-0.45951
Mean	25.122
MAD	3.8585
Skewness	0.39176
Sum	4.574e+05
Variance	21.808
Memory size	142.4 KiB

Value	Count	Frequency (%)
21	1423	7.8%
26	1387	7.6%
24	1358	7.5%
22	1340	7.4%
23	1332	7.3%
25	1319	7.2%
20	1240	6.8%
27	1162	6.4%
28	1101	6.0%
19	1024	5.6%
Other values (19)	5521	30.3%

Minimum 5 values

Value	Count	Frequency (%)
16	42	< 0.1%
17	289	< 0.1%
18	732	< 0.1%
19	1024	5.6%
20	1240	6.8%

Maximum 5 values

Value	Count	Frequency (%)
45	1	< 0.1%
44	2	< 0.1%
42	1	< 0.1%
41	5	< 0.1%
40	13	< 0.1%

Aggression
Numeric

Distinct count	86
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	55.869
Minimum	11
Maximum	95
Zeros (%)	0.0%

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Quantile statistics

Minimum	11
5-th percentile	24
Q1	44
Median	59
Q3	69
95-th percentile	80
Maximum	95
Range	84
Interquartile range	25

Descriptive statistics

Standard deviation	17.368
Coef of variation	0.31087
Kurtosis	-0.63114
Mean	55.869
MAD	14.355
Skewness	-0.43217
Sum	1.0145e+06
Variance	301.65
Memory size	142.4 KiB

Value	Count	Frequency (%)
65	516	< 0.1%
68	514	< 0.1%
70	489	< 0.1%
60	464	< 0.1%
58	458	< 0.1%
55	432	< 0.1%
72	427	< 0.1%
62	427	< 0.1%
66	424	< 0.1%
59	421	< 0.1%
Other values (75)	13587	74.6%

Minimum 5 values

Value	Count	Frequency (%)
11	5	< 0.1%
12	12	< 0.1%
13	17	< 0.1%
14	11	< 0.1%
15	25	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
95	1	< 0.1%
94	8	< 0.1%
93	3	< 0.1%
92	16	< 0.1%
91	13	< 0.1%

Agility
Numeric

Distinct count	82
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	63.504
Minimum	14
Maximum	96
Zeros (%)	0.0%

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Quantile statistics

Minimum	14
5-th percentile	34
Q1	55
Median	66
Q3	74
95-th percentile	85
Maximum	96
Range	82
Interquartile range	19

Descriptive statistics

Standard deviation	14.766
Coef of variation	0.23252
Kurtosis	-0.068599
Mean	63.504
MAD	11.715
Skewness	-0.59942
Sum	1.1532e+06
Variance	218.04
Memory size	142.4 KiB

Value	Count	Frequency (%)
68	601	< 0.1%
70	568	< 0.1%
72	565	< 0.1%
69	556	< 0.1%
66	550	< 0.1%
71	543	< 0.1%
67	542	< 0.1%
73	536	< 0.1%
74	522	< 0.1%
65	521	< 0.1%
Other values (71)	12655	69.5%

Minimum 5 values

Value	Count	Frequency (%)
14	1	< 0.1%
15	1	< 0.1%
18	4	< 0.1%
19	6	< 0.1%
20	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	1	< 0.1%
95	4	< 0.1%
94	19	< 0.1%
93	38	< 0.1%
92	64	< 0.1%

Balance
Numeric

Distinct count	82
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	63.967
Minimum	16
Maximum	96
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	16
5-th percentile	36
Q1	56
Median	66
Q3	74
95-th percentile	84
Maximum	96
Range	80
Interquartile range	18

Descriptive statistics

Standard deviation	14.136
Coef of variation	0.22099
Kurtosis	0.093969
Mean	63.967
MAD	11.154
Skewness	-0.58327
Sum	1.1616e+06
Variance	199.83
Memory size	142.4 KiB

Value	Count	Frequency (%)
68	604	< 0.1%
70	594	< 0.1%
66	589	< 0.1%
65	589	< 0.1%
67	587	< 0.1%
69	574	< 0.1%
71	559	< 0.1%
72	548	< 0.1%
74	534	< 0.1%
73	524	< 0.1%
Other values (71)	12457	68.4%

Minimum 5 values

Value	Count	Frequency (%)
16	3	< 0.1%
17	3	< 0.1%
18	3	< 0.1%
19	3	< 0.1%
20	7	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	5	< 0.1%
95	7	< 0.1%
94	23	< 0.1%
93	42	< 0.1%
92	60	< 0.1%

BallControl
Numeric

Distinct count	91
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	58.369
Minimum	5
Maximum	96
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	5
5-th percentile	19
Q1	54
Median	63
Q3	69
95-th percentile	77
Maximum	96
Range	91
Interquartile range	15

Descriptive statistics

Standard deviation	16.687
Coef of variation	0.28588
Kurtosis	1.0301
Mean	58.369
MAD	12.339
Skewness	-1.2679
Sum	1.0599e+06
Variance	278.44
Memory size	142.4 KiB

Value	Count	Frequency (%)
65	807	< 0.1%
64	778	< 0.1%
66	733	< 0.1%
62	732	< 0.1%
68	721	< 0.1%
63	711	< 0.1%
67	704	< 0.1%
60	642	< 0.1%
70	634	< 0.1%
61	589	< 0.1%
Other values (80)	11108	61.0%

Minimum 5 values

Value	Count	Frequency (%)
5	1	< 0.1%
8	2	< 0.1%
9	5	< 0.1%
10	47	< 0.1%
11	59	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	1	< 0.1%
95	2	< 0.1%
94	3	< 0.1%
93	2	< 0.1%
92	4	< 0.1%

Body_Type
Categorical

Distinct count	11
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48

Normal	10595
Lean	6417
Stocky	1140
Other values (7)	7
(Missing)	48

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Frequency
Composition

Value	Count	Frequency (%)
Normal	10595	58.2%
Lean	6417	35.2%
Stocky	1140	6.3%
Akinfenwa	1	< 0.1%
Messi	1	< 0.1%
Shaqiri	1	< 0.1%
Courtois	1	< 0.1%
Neymar	1	< 0.1%
C. Ronaldo	1	< 0.1%
PLAYER_BODY_TYPE_25	1	< 0.1%
(Missing)	48	< 0.1%

Max length	19
Mean length	5.2884
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

CAM
Categorical

Distinct count	102
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

61+2	744
62+2	722
60+2	702
Other values (98)	13954
(Missing)	2085

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Frequency
Composition

Value	Count	Frequency (%)
61+2	744	< 0.1%
62+2	722	< 0.1%
60+2	702	< 0.1%
63+2	675	< 0.1%
59+2	674	< 0.1%
58+2	668	< 0.1%
64+2	661	< 0.1%
65+2	643	< 0.1%
66+2	609	< 0.1%
57+2	607	< 0.1%
Other values (91)	9417	51.7%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

CB
Categorical

Distinct count	109
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

63+2	634
62+2	618
64+2	591
Other values (105)	14279
(Missing)	2085

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Frequency
Composition

Value	Count	Frequency (%)
63+2	634	< 0.1%
62+2	618	< 0.1%
64+2	591	< 0.1%
65+2	580	< 0.1%
61+2	569	< 0.1%
66+2	533	< 0.1%
60+2	499	< 0.1%
67+2	477	< 0.1%
68+2	476	< 0.1%
59+2	475	< 0.1%
Other values (98)	10670	58.6%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

CDM
Categorical

Distinct count	100
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

62+2	660
60+2	620
61+2	620
Other values (96)	14222
(Missing)	2085

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Frequency
Composition

Value	Count	Frequency (%)
62+2	660	< 0.1%
60+2	620	< 0.1%
61+2	620	< 0.1%
59+2	592	< 0.1%
64+2	592	< 0.1%
63+2	573	< 0.1%
58+2	565	< 0.1%
65+2	539	< 0.1%
57+2	529	< 0.1%
66+2	524	< 0.1%
Other values (89)	10308	56.6%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

CF
Categorical

Distinct count	103
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

61+2	713
63+2	694
62+2	686
Other values (99)	14029
(Missing)	2085

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Frequency
Composition

Value	Count	Frequency (%)
61+2	713	< 0.1%
63+2	694	< 0.1%
62+2	686	< 0.1%
60+2	677	< 0.1%
64+2	676	< 0.1%
59+2	666	< 0.1%
58+2	637	< 0.1%
65+2	637	< 0.1%
66+2	602	< 0.1%
57+2	591	< 0.1%
Other values (92)	9543	52.4%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

Club
Categorical

Distinct count	652
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	241

Empoli	33
Rayo Vallecano	33
Manchester United	33
Other values (648)	17867
(Missing)	241

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Frequency
Composition

Value	Count	Frequency (%)
Empoli	33	< 0.1%
Rayo Vallecano	33	< 0.1%
Manchester United	33	< 0.1%
Cardiff City	33	< 0.1%
Liverpool	33	< 0.1%
Manchester City	33	< 0.1%
Newcastle United	33	< 0.1%
RC Celta	33	< 0.1%
Atlético Madrid	33	< 0.1%
Southampton	33	< 0.1%
Other values (641)	17636	> 99.9%
(Missing)	241	< 0.1%

Max length	35
Mean length	13.305
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

Club_Logo
URL

Distinct count	679
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

Toggle details

Value	Count	Frequency (%)
https://cdn.sofifa.org/teams/2/light/7.png	33	< 0.1%
https://cdn.sofifa.org/teams/2/light/5.png	33	< 0.1%
https://cdn.sofifa.org/teams/2/light/22.png	33	< 0.1%
https://cdn.sofifa.org/teams/2/light/13.png	33	< 0.1%
https://cdn.sofifa.org/teams/2/light/1796.png	33	< 0.1%
https://cdn.sofifa.org/teams/2/light/10029.png	33	< 0.1%
https://cdn.sofifa.org/teams/2/light/111657.png	33	< 0.1%
https://cdn.sofifa.org/teams/2/light/241.png	33	< 0.1%
https://cdn.sofifa.org/teams/2/light/9.png	33	< 0.1%
https://cdn.sofifa.org/teams/2/light/100888.png	33	< 0.1%
Other values (669)	17877	> 99.9%

Value	Count	Frequency (%)
https	18207	100.0%

Value	Count	Frequency (%)
cdn.sofifa.org	18207	100.0%

Value	Count	Frequency (%)
/teams/2/light/7.png	33	< 0.1%
/teams/2/light/5.png	33	< 0.1%
/teams/2/light/18.png	33	< 0.1%
/teams/2/light/13.png	33	< 0.1%
/teams/2/light/17.png	33	< 0.1%
/teams/2/light/110636.png	33	< 0.1%
/teams/2/light/11.png	33	< 0.1%
/teams/2/light/240.png	33	< 0.1%
/teams/2/light/1.png	33	< 0.1%
/teams/2/light/241.png	33	< 0.1%
Other values (669)	17877	> 99.9%

Value	Count	Frequency (%)
	18207	100.0%

Value	Count	Frequency (%)
	18207	100.0%

CM
Categorical

Distinct count	93
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

58+2	762
62+2	747
60+2	743
Other values (89)	13870
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
58+2	762	< 0.1%
62+2	747	< 0.1%
60+2	743	< 0.1%
61+2	731	< 0.1%
59+2	726	< 0.1%
57+2	665	< 0.1%
56+2	654	< 0.1%
63+2	648	< 0.1%
55+2	645	< 0.1%
64+2	636	< 0.1%
Other values (82)	9165	50.3%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

Composure
Numeric

Distinct count	85
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	58.648
Minimum	3
Maximum	96
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	3
5-th percentile	39
Q1	51
Median	60
Q3	67
95-th percentile	76
Maximum	96
Range	93
Interquartile range	16

Descriptive statistics

Standard deviation	11.436
Coef of variation	0.195
Kurtosis	0.2144
Mean	58.648
MAD	9.0891
Skewness	-0.38103
Sum	1.065e+06
Variance	130.79
Memory size	142.4 KiB

Value	Count	Frequency (%)
60	743	< 0.1%
58	698	< 0.1%
62	690	< 0.1%
65	689	< 0.1%
55	664	< 0.1%
64	643	< 0.1%
59	616	< 0.1%
63	601	< 0.1%
68	593	< 0.1%
66	560	< 0.1%
Other values (74)	11662	64.1%

Minimum 5 values

Value	Count	Frequency (%)
3	1	< 0.1%
12	3	< 0.1%
13	3	< 0.1%
14	1	< 0.1%
15	3	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	1	< 0.1%
95	1	< 0.1%
94	1	< 0.1%
93	2	< 0.1%
92	1	< 0.1%

Contract_Valid_Until
Categorical

Distinct count	37
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	289

2019	4819
2021	4360
2020	4027
Other values (33)	4712

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
2019	4819	26.5%
2021	4360	23.9%
2020	4027	22.1%
2022	1477	8.1%
2023	1053	5.8%
Jun 30, 2019	931	5.1%
2018	886	< 0.1%
Dec 31, 2018	144	< 0.1%
May 31, 2019	60	< 0.1%
Jan 1, 2019	51	< 0.1%
Other values (26)	110	< 0.1%
(Missing)	289	< 0.1%

Max length	12
Mean length	4.5353
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

Crossing
Numeric

Distinct count	90
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	49.734
Minimum	5
Maximum	93
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	5
5-th percentile	13
Q1	38
Median	54
Q3	64
95-th percentile	74
Maximum	93
Range	88
Interquartile range	26

Descriptive statistics

Standard deviation	18.365
Coef of variation	0.36925
Kurtosis	-0.54331
Mean	49.734
MAD	15.163
Skewness	-0.59448
Sum	9.0312e+05
Variance	337.26
Memory size	142.4 KiB

Value	Count	Frequency (%)
65	528	< 0.1%
62	528	< 0.1%
60	518	< 0.1%
59	508	< 0.1%
64	497	< 0.1%
58	491	< 0.1%
63	465	< 0.1%
61	446	< 0.1%
55	431	< 0.1%
66	429	< 0.1%
Other values (79)	13318	73.1%

Minimum 5 values

Value	Count	Frequency (%)
5	1	< 0.1%
6	3	< 0.1%
7	9	< 0.1%
8	23	< 0.1%
9	39	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
93	1	< 0.1%
92	1	< 0.1%
91	4	< 0.1%
90	3	< 0.1%
89	2	< 0.1%

Curve
Numeric

Distinct count	90
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	47.171
Minimum	6
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	6
5-th percentile	13
Q1	34
Median	48
Q3	62
95-th percentile	75
Maximum	94
Range	88
Interquartile range	28

Descriptive statistics

Standard deviation	18.395
Coef of variation	0.38997
Kurtosis	-0.74397
Mean	47.171
MAD	15.28
Skewness	-0.23819
Sum	8.5658e+05
Variance	338.39
Memory size	142.4 KiB

Value	Count	Frequency (%)
58	400	< 0.1%
48	393	< 0.1%
45	391	< 0.1%
60	376	< 0.1%
49	369	< 0.1%
64	368	< 0.1%
55	367	< 0.1%
42	363	< 0.1%
65	361	< 0.1%
59	352	< 0.1%
Other values (79)	14419	79.2%

Minimum 5 values

Value	Count	Frequency (%)
6	4	< 0.1%
7	4	< 0.1%
8	11	< 0.1%
9	41	< 0.1%
10	147	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	1	< 0.1%
93	1	< 0.1%
92	1	< 0.1%
91	1	< 0.1%
90	6	< 0.1%

Dribbling
Highly correlated

This variable is highly correlated with BallControl and should be ignored for analysis

Correlation	0.93894

Finishing
Numeric

Distinct count	94
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	45.551
Minimum	2
Maximum	95
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2
5-th percentile	11
Q1	30
Median	49
Q3	62
95-th percentile	73
Maximum	95
Range	93
Interquartile range	32

Descriptive statistics

Standard deviation	19.526
Coef of variation	0.42866
Kurtosis	-0.97261
Mean	45.551
MAD	16.772
Skewness	-0.30088
Sum	8.2716e+05
Variance	381.26
Memory size	142.4 KiB

Value	Count	Frequency (%)
58	462	< 0.1%
59	433	< 0.1%
62	430	< 0.1%
60	427	< 0.1%
65	424	< 0.1%
66	401	< 0.1%
64	399	< 0.1%
57	384	< 0.1%
61	382	< 0.1%
55	374	< 0.1%
Other values (83)	14043	77.1%

Minimum 5 values

Value	Count	Frequency (%)
2	2	< 0.1%
4	5	< 0.1%
5	80	< 0.1%
6	95	< 0.1%
7	115	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
95	1	< 0.1%
94	2	< 0.1%
93	2	< 0.1%
92	1	< 0.1%
91	2	< 0.1%

FKAccuracy
Numeric

Distinct count	91
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	42.863
Minimum	3
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	3
5-th percentile	13
Q1	31
Median	41
Q3	57
95-th percentile	72
Maximum	94
Range	91
Interquartile range	26

Descriptive statistics

Standard deviation	17.479
Coef of variation	0.40778
Kurtosis	-0.71834
Mean	42.863
MAD	14.429
Skewness	0.10212
Sum	7.7835e+05
Variance	305.51
Memory size	142.4 KiB

Value	Count	Frequency (%)
42	485	< 0.1%
40	479	< 0.1%
32	473	< 0.1%
35	458	< 0.1%
39	441	< 0.1%
34	437	< 0.1%
30	423	< 0.1%
38	407	< 0.1%
31	395	< 0.1%
33	393	< 0.1%
Other values (80)	13768	75.6%

Minimum 5 values

Value	Count	Frequency (%)
3	1	< 0.1%
4	1	< 0.1%
6	3	< 0.1%
7	8	< 0.1%
8	20	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	1	< 0.1%
93	1	< 0.1%
92	1	< 0.1%
91	1	< 0.1%
90	2	< 0.1%

Flag
URL

Distinct count	164
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

Toggle details

Value	Count	Frequency (%)
https://cdn.sofifa.org/flags/14.png	1662	9.1%
https://cdn.sofifa.org/flags/21.png	1198	6.6%
https://cdn.sofifa.org/flags/45.png	1072	5.9%
https://cdn.sofifa.org/flags/52.png	937	5.1%
https://cdn.sofifa.org/flags/18.png	914	5.0%
https://cdn.sofifa.org/flags/54.png	827	< 0.1%
https://cdn.sofifa.org/flags/27.png	702	< 0.1%
https://cdn.sofifa.org/flags/56.png	618	< 0.1%
https://cdn.sofifa.org/flags/163.png	478	< 0.1%
https://cdn.sofifa.org/flags/34.png	453	< 0.1%
Other values (154)	9346	51.3%

Value	Count	Frequency (%)
https	18207	100.0%

Value	Count	Frequency (%)
cdn.sofifa.org	18207	100.0%

Value	Count	Frequency (%)
/flags/14.png	1662	9.1%
/flags/21.png	1198	6.6%
/flags/45.png	1072	5.9%
/flags/52.png	937	5.1%
/flags/18.png	914	5.0%
/flags/54.png	827	< 0.1%
/flags/27.png	702	< 0.1%
/flags/56.png	618	< 0.1%
/flags/163.png	478	< 0.1%
/flags/34.png	453	< 0.1%
Other values (154)	9346	51.3%

Value	Count	Frequency (%)
	18207	100.0%

Value	Count	Frequency (%)
	18207	100.0%

GKDiving
Numeric

Distinct count	72
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	16.616
Minimum	1
Maximum	90
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	6
Q1	8
Median	11
Q3	14
95-th percentile	66
Maximum	90
Range	89
Interquartile range	6

Descriptive statistics

Standard deviation	17.695
Coef of variation	1.0649
Kurtosis	4.4459
Mean	16.616
MAD	10.878
Skewness	2.441
Sum	3.0173e+05
Variance	313.13
Memory size	142.4 KiB

Value	Count	Frequency (%)
8	1617	8.9%
9	1586	8.7%
7	1581	8.7%
12	1575	8.7%
14	1564	8.6%
10	1563	8.6%
13	1551	8.5%
11	1500	8.2%
6	1305	7.2%
15	1236	6.8%
Other values (61)	3081	16.9%

Minimum 5 values

Value	Count	Frequency (%)
1	27	< 0.1%
2	6	< 0.1%
3	19	< 0.1%
4	27	< 0.1%
5	388	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
90	3	< 0.1%
88	3	< 0.1%
87	3	< 0.1%
86	4	< 0.1%
85	8	< 0.1%

GKHandling
Highly correlated

This variable is highly correlated with GKDiving and should be ignored for analysis

Correlation	0.97028

GKKicking
Highly correlated

This variable is highly correlated with GKHandling and should be ignored for analysis

Correlation	0.96524

GKPositioning
Highly correlated

This variable is highly correlated with GKKicking and should be ignored for analysis

Correlation	0.96434

GKReflexes
Highly correlated

This variable is highly correlated with GKPositioning and should be ignored for analysis

Correlation	0.97013

HeadingAccuracy
Numeric

Distinct count	92
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	52.298
Minimum	4
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	4
5-th percentile	13
Q1	44
Median	56
Q3	64
95-th percentile	75
Maximum	94
Range	90
Interquartile range	20

Descriptive statistics

Standard deviation	17.38
Coef of variation	0.33232
Kurtosis	0.29251
Mean	52.298
MAD	13.397
Skewness	-0.88513
Sum	9.4968e+05
Variance	302.06
Memory size	142.4 KiB

Value	Count	Frequency (%)
58	646	< 0.1%
59	572	< 0.1%
60	571	< 0.1%
55	565	< 0.1%
62	528	< 0.1%
65	510	< 0.1%
61	485	< 0.1%
64	483	< 0.1%
54	481	< 0.1%
57	471	< 0.1%
Other values (81)	12847	70.6%

Minimum 5 values

Value	Count	Frequency (%)
4	2	< 0.1%
5	3	< 0.1%
6	2	< 0.1%
7	7	< 0.1%
8	20	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	2	< 0.1%
93	3	< 0.1%
92	3	< 0.1%
91	4	< 0.1%
90	6	< 0.1%

Height
Categorical

Distinct count	22
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48

6'0	2881
5'10	2479
5'9	2238
Other values (18)	10561

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
6'0	2881	15.8%
5'10	2479	13.6%
5'9	2238	12.3%
5'11	2159	11.9%
6'2	2015	11.1%
6'1	1908	10.5%
6'3	990	5.4%
5'8	946	5.2%
5'7	905	< 0.1%
6'4	749	< 0.1%
Other values (11)	889	< 0.1%

Max length	4
Mean length	3.2547
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

ID
Numeric

Distinct count	18207
Unique (%)	100.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.143e+05
Minimum	16
Maximum	2.4662e+05
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	16
5-th percentile	1.6396e+05
Q1	2.0032e+05
Median	2.2176e+05
Q3	2.3653e+05
95-th percentile	2.4474e+05
Maximum	2.4662e+05
Range	2.466e+05
Interquartile range	36214

Descriptive statistics

Standard deviation	29965
Coef of variation	0.13983
Kurtosis	9.6095
Mean	2.143e+05
MAD	21992
Skewness	-2.268
Sum	3.9017e+09
Variance	8.9792e+08
Memory size	142.4 KiB

Value	Count	Frequency (%)
2.3142e+05	1	< 0.1%
2.2588e+05	1	< 0.1%
2.0539e+05	1	< 0.1%
2.4431e+05	1	< 0.1%
2.0949e+05	1	< 0.1%
2.2997e+05	1	< 0.1%
2.013e+05	1	< 0.1%
2.4326e+05	1	< 0.1%
2.1564e+05	1	< 0.1%
2.1384e+05	1	< 0.1%
Other values (18197)	18197	> 99.9%

Minimum 5 values

Value	Count	Frequency (%)
16	1	< 0.1%
41	1	< 0.1%
80	1	< 0.1%
164	1	< 0.1%
657	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
2.4662e+05	1	< 0.1%
2.4662e+05	1	< 0.1%
2.4662e+05	1	< 0.1%
2.4661e+05	1	< 0.1%
2.4661e+05	1	< 0.1%

Interceptions
Numeric

Distinct count	90
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	46.698
Minimum	3
Maximum	92
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	3
5-th percentile	13
Q1	26
Median	52
Q3	64
95-th percentile	75
Maximum	92
Range	89
Interquartile range	38

Descriptive statistics

Standard deviation	20.697
Coef of variation	0.4432
Kurtosis	-1.2643
Mean	46.698
MAD	18.38
Skewness	-0.26839
Sum	8.4799e+05
Variance	428.36
Memory size	142.4 KiB

Value	Count	Frequency (%)
62	509	< 0.1%
66	505	< 0.1%
65	493	< 0.1%
63	477	< 0.1%
64	465	< 0.1%
60	428	< 0.1%
68	408	< 0.1%
58	402	< 0.1%
67	389	< 0.1%
22	373	< 0.1%
Other values (79)	13710	75.3%

Minimum 5 values

Value	Count	Frequency (%)
3	1	< 0.1%
4	1	< 0.1%
5	6	< 0.1%
6	46	< 0.1%
7	46	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
92	2	< 0.1%
90	3	< 0.1%
89	3	< 0.1%
88	5	< 0.1%
87	12	< 0.1%

International_Reputation
Numeric

Distinct count	6
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.1132
Minimum	1
Maximum	5
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
Median	1
Q3	1
95-th percentile	2
Maximum	5
Range	4
Interquartile range	0

Descriptive statistics

Standard deviation	0.39403
Coef of variation	0.35396
Kurtosis	18.961
Mean	1.1132
MAD	0.20616
Skewness	4.0604
Sum	20215
Variance	0.15526
Memory size	142.4 KiB

Value	Count	Frequency (%)
1	16532	90.8%
2	1261	6.9%
3	309	< 0.1%
4	51	< 0.1%
5	6	< 0.1%
(Missing)	48	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
1	16532	90.8%
2	1261	6.9%
3	309	< 0.1%
4	51	< 0.1%
5	6	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
5	6	< 0.1%
4	51	< 0.1%
3	309	< 0.1%
2	1261	6.9%
1	16532	90.8%

Jersey_Number
Numeric

Distinct count	100
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	60
Infinite (%)	0.0%
Infinite (n)	0

Mean	19.546
Minimum	1
Maximum	99
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
Median	17
Q3	26
95-th percentile	44
Maximum	99
Range	98
Interquartile range	18

Descriptive statistics

Standard deviation	15.948
Coef of variation	0.81591
Kurtosis	7.1353
Mean	19.546
MAD	11.099
Skewness	2.1855
Sum	3.547e+05
Variance	254.33
Memory size	142.4 KiB

Value	Count	Frequency (%)
8	612	< 0.1%
7	604	< 0.1%
10	593	< 0.1%
11	590	< 0.1%
6	586	< 0.1%
5	579	< 0.1%
9	577	< 0.1%
4	573	< 0.1%
20	568	< 0.1%
1	566	< 0.1%
Other values (89)	12299	67.6%

Minimum 5 values

Value	Count	Frequency (%)
1	566	< 0.1%
2	519	< 0.1%
3	547	< 0.1%
4	573	< 0.1%
5	579	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
99	70	< 0.1%
98	21	< 0.1%
97	16	< 0.1%
96	13	< 0.1%
95	12	< 0.1%

Joined
Categorical

Distinct count	1737
Unique (%)	9.5%
Missing (%)	8.5%
Missing (n)	1553

Jul 1, 2018	1538
Jul 1, 2017	1133
Jan 1, 2018	635
Other values (1733)	13348
(Missing)	1553

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
Jul 1, 2018	1538	8.4%
Jul 1, 2017	1133	6.2%
Jan 1, 2018	635	< 0.1%
Jul 1, 2016	614	< 0.1%
Jul 1, 2015	368	< 0.1%
Jan 1, 2017	231	< 0.1%
Jul 1, 2014	226	< 0.1%
Jan 1, 2016	180	< 0.1%
Jul 1, 2013	156	< 0.1%
Jan 1, 2015	143	< 0.1%
Other values (1726)	11430	62.8%
(Missing)	1553	8.5%

Max length	12
Mean length	10.692
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

Jumping
Numeric

Distinct count	75
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	65.089
Minimum	15
Maximum	95
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	15
5-th percentile	43
Q1	58
Median	66
Q3	73
95-th percentile	83
Maximum	95
Range	80
Interquartile range	15

Descriptive statistics

Standard deviation	11.82
Coef of variation	0.1816
Kurtosis	0.32485
Mean	65.089
MAD	9.268
Skewness	-0.45432
Sum	1.182e+06
Variance	139.71
Memory size	142.4 KiB

Value	Count	Frequency (%)
70	718	< 0.1%
72	651	< 0.1%
68	647	< 0.1%
71	631	< 0.1%
65	626	< 0.1%
63	624	< 0.1%
67	621	< 0.1%
73	616	< 0.1%
64	600	< 0.1%
69	593	< 0.1%
Other values (64)	11832	65.0%

Minimum 5 values

Value	Count	Frequency (%)
15	1	< 0.1%
16	1	< 0.1%
22	1	< 0.1%
23	1	< 0.1%
26	4	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
95	1	< 0.1%
94	5	< 0.1%
93	18	< 0.1%
92	45	< 0.1%
91	75	< 0.1%

LAM
Categorical

Distinct count	102
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

61+2	744
62+2	722
60+2	702
Other values (98)	13954
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
61+2	744	< 0.1%
62+2	722	< 0.1%
60+2	702	< 0.1%
63+2	675	< 0.1%
59+2	674	< 0.1%
58+2	668	< 0.1%
64+2	661	< 0.1%
65+2	643	< 0.1%
66+2	609	< 0.1%
57+2	607	< 0.1%
Other values (91)	9417	51.7%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

LB
Categorical

Distinct count	99
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

61+2	669
58+2	659
59+2	653
Other values (95)	14141
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
61+2	669	< 0.1%
58+2	659	< 0.1%
59+2	653	< 0.1%
63+2	652	< 0.1%
64+2	646	< 0.1%
60+2	629	< 0.1%
62+2	600	< 0.1%
57+2	571	< 0.1%
65+2	568	< 0.1%
54+2	540	< 0.1%
Other values (88)	9935	54.6%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

LCB
Categorical

Distinct count	109
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

63+2	634
62+2	618
64+2	591
Other values (105)	14279
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
63+2	634	< 0.1%
62+2	618	< 0.1%
64+2	591	< 0.1%
65+2	580	< 0.1%
61+2	569	< 0.1%
66+2	533	< 0.1%
60+2	499	< 0.1%
67+2	477	< 0.1%
68+2	476	< 0.1%
59+2	475	< 0.1%
Other values (98)	10670	58.6%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

LCM
Categorical

Distinct count	93
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

58+2	762
62+2	747
60+2	743
Other values (89)	13870
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
58+2	762	< 0.1%
62+2	747	< 0.1%
60+2	743	< 0.1%
61+2	731	< 0.1%
59+2	726	< 0.1%
57+2	665	< 0.1%
56+2	654	< 0.1%
63+2	648	< 0.1%
55+2	645	< 0.1%
64+2	636	< 0.1%
Other values (82)	9165	50.3%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

LDM
Categorical

Distinct count	100
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

62+2	660
60+2	620
61+2	620
Other values (96)	14222
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
62+2	660	< 0.1%
60+2	620	< 0.1%
61+2	620	< 0.1%
59+2	592	< 0.1%
64+2	592	< 0.1%
63+2	573	< 0.1%
58+2	565	< 0.1%
65+2	539	< 0.1%
57+2	529	< 0.1%
66+2	524	< 0.1%
Other values (89)	10308	56.6%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

LF
Categorical

Distinct count	103
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

61+2	713
63+2	694
62+2	686
Other values (99)	14029
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
61+2	713	< 0.1%
63+2	694	< 0.1%
62+2	686	< 0.1%
60+2	677	< 0.1%
64+2	676	< 0.1%
59+2	666	< 0.1%
58+2	637	< 0.1%
65+2	637	< 0.1%
66+2	602	< 0.1%
57+2	591	< 0.1%
Other values (92)	9543	52.4%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

LM
Categorical

Distinct count	101
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

61+2	804
62+2	757
60+2	744
Other values (97)	13817
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
61+2	804	< 0.1%
62+2	757	< 0.1%
60+2	744	< 0.1%
63+2	742	< 0.1%
64+2	715	< 0.1%
65+2	701	< 0.1%
59+2	689	< 0.1%
66+2	665	< 0.1%
67+2	619	< 0.1%
57+2	608	< 0.1%
Other values (90)	9078	49.9%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

Loaned_From
Categorical

Distinct count	342
Unique (%)	< 0.1%
Missing (%)	93.1%
Missing (n)	16943

Atalanta	20
Sassuolo	18
Juventus	17
Other values (338)	1209
(Missing)	16943

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
Atalanta	20	< 0.1%
Sassuolo	18	< 0.1%
Juventus	17	< 0.1%
SL Benfica	17	< 0.1%
Sporting CP	14	< 0.1%
Watford	12	< 0.1%
Chelsea	12	< 0.1%
FC Red Bull Salzburg	12	< 0.1%
Inter	12	< 0.1%
Leeds United	12	< 0.1%
Other values (331)	1118	6.1%
(Missing)	16943	93.1%

Max length	35
Mean length	3.6559
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

LongPassing
Numeric

Distinct count	85
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	52.712
Minimum	9
Maximum	93
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	9
5-th percentile	23
Q1	43
Median	56
Q3	64
95-th percentile	74
Maximum	93
Range	84
Interquartile range	21

Descriptive statistics

Standard deviation	15.328
Coef of variation	0.29079
Kurtosis	-0.37654
Mean	52.712
MAD	12.475
Skewness	-0.59564
Sum	9.572e+05
Variance	234.94
Memory size	142.4 KiB

Value	Count	Frequency (%)
62	625	< 0.1%
59	603	< 0.1%
58	602	< 0.1%
63	598	< 0.1%
60	593	< 0.1%
64	565	< 0.1%
65	557	< 0.1%
55	537	< 0.1%
57	510	< 0.1%
61	508	< 0.1%
Other values (74)	12461	68.4%

Minimum 5 values

Value	Count	Frequency (%)
9	3	< 0.1%
10	3	< 0.1%
11	11	< 0.1%
12	18	< 0.1%
13	22	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
93	1	< 0.1%
91	1	< 0.1%
90	2	< 0.1%
89	4	< 0.1%
88	2	< 0.1%

LongShots
Numeric

Distinct count	93
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	47.11
Minimum	3
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	3
5-th percentile	12
Q1	33
Median	51
Q3	62
95-th percentile	73
Maximum	94
Range	91
Interquartile range	29

Descriptive statistics

Standard deviation	19.261
Coef of variation	0.40884
Kurtosis	-0.82051
Mean	47.11
MAD	16.267
Skewness	-0.43227
Sum	8.5547e+05
Variance	370.97
Memory size	142.4 KiB

Value	Count	Frequency (%)
59	508	< 0.1%
58	496	< 0.1%
62	485	< 0.1%
65	436	< 0.1%
55	435	< 0.1%
64	430	< 0.1%
60	408	< 0.1%
56	401	< 0.1%
52	395	< 0.1%
63	385	< 0.1%
Other values (82)	13780	75.7%

Minimum 5 values

Value	Count	Frequency (%)
3	1	< 0.1%
4	6	< 0.1%
5	84	< 0.1%
6	110	< 0.1%
7	107	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	1	< 0.1%
93	2	< 0.1%
92	2	< 0.1%
91	2	< 0.1%
90	2	< 0.1%

LS
Categorical

Distinct count	94
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

61+2	705
60+2	695
59+2	688
Other values (90)	14034
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
61+2	705	< 0.1%
60+2	695	< 0.1%
59+2	688	< 0.1%
63+2	667	< 0.1%
64+2	666	< 0.1%
58+2	661	< 0.1%
57+2	651	< 0.1%
62+2	623	< 0.1%
56+2	602	< 0.1%
54+2	571	< 0.1%
Other values (83)	9593	52.7%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

LW
Categorical

Distinct count	106
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

63+2	745
61+2	705
62+2	687
Other values (102)	13985
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
63+2	745	< 0.1%
61+2	705	< 0.1%
62+2	687	< 0.1%
59+2	678	< 0.1%
60+2	678	< 0.1%
64+2	677	< 0.1%
65+2	673	< 0.1%
66+2	626	< 0.1%
57+2	608	< 0.1%
58+2	604	< 0.1%
Other values (95)	9441	51.9%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

LWB
Categorical

Distinct count	96
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

61+2	713
60+2	697
59+2	685
Other values (92)	14027
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
61+2	713	< 0.1%
60+2	697	< 0.1%
59+2	685	< 0.1%
56+2	679	< 0.1%
62+2	677	< 0.1%
57+2	629	< 0.1%
63+2	621	< 0.1%
53+2	609	< 0.1%
58+2	599	< 0.1%
64+2	584	< 0.1%
Other values (85)	9629	52.9%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

Marking
Numeric

Distinct count	93
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	47.282
Minimum	3
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	3
5-th percentile	13
Q1	30
Median	53
Q3	64
95-th percentile	74
Maximum	94
Range	91
Interquartile range	34

Descriptive statistics

Standard deviation	19.904
Coef of variation	0.42098
Kurtosis	-1.0924
Mean	47.282
MAD	17.399
Skewness	-0.36268
Sum	8.5859e+05
Variance	396.19
Memory size	142.4 KiB

Value	Count	Frequency (%)
60	573	< 0.1%
62	549	< 0.1%
65	525	< 0.1%
64	485	< 0.1%
58	466	< 0.1%
55	453	< 0.1%
63	428	< 0.1%
66	427	< 0.1%
59	424	< 0.1%
68	420	< 0.1%
Other values (82)	13409	73.6%

Minimum 5 values

Value	Count	Frequency (%)
3	1	< 0.1%
4	1	< 0.1%
5	16	< 0.1%
6	29	< 0.1%
7	53	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	1	< 0.1%
93	1	< 0.1%
92	1	< 0.1%
91	2	< 0.1%
90	9	< 0.1%

Name
Categorical

Distinct count	17194
Unique (%)	94.4%
Missing (%)	0.0%
Missing (n)	0

J. Rodríguez	11
Paulinho	8
R. Williams	7
Other values (17191)	18181

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
J. Rodríguez	11	< 0.1%
Paulinho	8	< 0.1%
R. Williams	7	< 0.1%
J. Williams	7	< 0.1%
J. Valencia	6	< 0.1%
J. Gómez	6	< 0.1%
J. Hernández	6	< 0.1%
Felipe	6	< 0.1%
Danilo	5	< 0.1%
L. Rodríguez	5	< 0.1%
Other values (17184)	18140	> 99.9%

Max length	22
Mean length	10.018
Min length	2
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

Nationality
Categorical

Distinct count	164
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

England	1662
Germany	1198
Spain	1072
Other values (161)	14275

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
England	1662	9.1%
Germany	1198	6.6%
Spain	1072	5.9%
Argentina	937	5.1%
France	914	5.0%
Brazil	827	< 0.1%
Italy	702	< 0.1%
Colombia	618	< 0.1%
Japan	478	< 0.1%
Netherlands	453	< 0.1%
Other values (154)	9346	51.3%

Max length	20
Mean length	7.6248
Min length	4
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

Overall
Numeric

Distinct count	48
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	66.239
Minimum	46
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	46
5-th percentile	54
Q1	62
Median	66
Q3	71
95-th percentile	77
Maximum	94
Range	48
Interquartile range	9

Descriptive statistics

Standard deviation	6.9089
Coef of variation	0.1043
Kurtosis	0.096569
Mean	66.239
MAD	5.4443
Skewness	0.067185
Sum	1.206e+06
Variance	47.733
Memory size	142.4 KiB

Value	Count	Frequency (%)
66	1163	6.4%
67	1118	6.1%
64	1091	6.0%
65	1045	5.7%
68	1035	5.7%
63	1002	5.5%
69	973	5.3%
70	889	< 0.1%
62	878	< 0.1%
71	783	< 0.1%
Other values (38)	8230	45.2%

Minimum 5 values

Value	Count	Frequency (%)
46	1	< 0.1%
47	20	< 0.1%
48	32	< 0.1%
49	36	< 0.1%
50	103	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	2	< 0.1%
92	1	< 0.1%
91	6	< 0.1%
90	5	< 0.1%
89	11	< 0.1%

Penalties
Numeric

Distinct count	88
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	48.549
Minimum	5
Maximum	92
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	5
5-th percentile	18
Q1	39
Median	49
Q3	60
95-th percentile	72
Maximum	92
Range	87
Interquartile range	21

Descriptive statistics

Standard deviation	15.704
Coef of variation	0.32347
Kurtosis	-0.34735
Mean	48.549
MAD	12.708
Skewness	-0.35497
Sum	8.8159e+05
Variance	246.62
Memory size	142.4 KiB

Value	Count	Frequency (%)
45	492	< 0.1%
55	488	< 0.1%
49	480	< 0.1%
48	473	< 0.1%
58	471	< 0.1%
59	468	< 0.1%
60	452	< 0.1%
50	444	< 0.1%
44	426	< 0.1%
42	420	< 0.1%
Other values (77)	13545	74.4%

Minimum 5 values

Value	Count	Frequency (%)
5	1	< 0.1%
7	1	< 0.1%
8	4	< 0.1%
9	6	< 0.1%
10	52	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
92	1	< 0.1%
91	1	< 0.1%
90	6	< 0.1%
89	3	< 0.1%
88	7	< 0.1%

Photo
URL

Distinct count	18207
Unique (%)	100.0%
Missing (%)	0.0%
Missing (n)	0

Toggle details

Value	Count	Frequency (%)
https://cdn.sofifa.org/players/4/19/242217.png	1	< 0.1%
https://cdn.sofifa.org/players/4/19/244746.png	1	< 0.1%
https://cdn.sofifa.org/players/4/19/243943.png	1	< 0.1%
https://cdn.sofifa.org/players/4/19/244257.png	1	< 0.1%
https://cdn.sofifa.org/players/4/19/229733.png	1	< 0.1%
https://cdn.sofifa.org/players/4/19/164169.png	1	< 0.1%
https://cdn.sofifa.org/players/4/19/189485.png	1	< 0.1%
https://cdn.sofifa.org/players/4/19/184312.png	1	< 0.1%
https://cdn.sofifa.org/players/4/19/223240.png	1	< 0.1%
https://cdn.sofifa.org/players/4/19/245371.png	1	< 0.1%
Other values (18197)	18197	> 99.9%

Value	Count	Frequency (%)
https	18207	100.0%

Value	Count	Frequency (%)
cdn.sofifa.org	18207	100.0%

Value	Count	Frequency (%)
/players/4/19/191980.png	1	< 0.1%
/players/4/19/206407.png	1	< 0.1%
/players/4/19/155977.png	1	< 0.1%
/players/4/19/186153.png	1	< 0.1%
/players/4/19/212338.png	1	< 0.1%
/players/4/19/206202.png	1	< 0.1%
/players/4/19/227174.png	1	< 0.1%
/players/4/19/176526.png	1	< 0.1%
/players/4/19/203455.png	1	< 0.1%
/players/4/19/162211.png	1	< 0.1%
Other values (18197)	18197	> 99.9%

Value	Count	Frequency (%)
	18207	100.0%

Value	Count	Frequency (%)
	18207	100.0%

Position
Categorical

Distinct count	28
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	60

ST	2152
GK	2025
CB	1778
Other values (24)	12192

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
ST	2152	11.8%
GK	2025	11.1%
CB	1778	9.8%
CM	1394	7.7%
LB	1322	7.3%
RB	1291	7.1%
RM	1124	6.2%
LM	1095	6.0%
CAM	958	5.3%
CDM	948	5.2%
Other values (17)	4060	22.3%

Max length	3
Mean length	2.2614
Min length	2
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

Positioning
Numeric

Distinct count	95
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	49.958
Minimum	2
Maximum	95
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2
5-th percentile	11
Q1	38
Median	55
Q3	64
95-th percentile	75
Maximum	95
Range	93
Interquartile range	26

Descriptive statistics

Standard deviation	19.529
Coef of variation	0.39091
Kurtosis	-0.40216
Mean	49.958
MAD	15.897
Skewness	-0.72022
Sum	9.072e+05
Variance	381.38
Memory size	142.4 KiB

Value	Count	Frequency (%)
58	574	< 0.1%
65	537	< 0.1%
62	516	< 0.1%
64	509	< 0.1%
60	503	< 0.1%
59	494	< 0.1%
63	478	< 0.1%
55	461	< 0.1%
68	459	< 0.1%
66	457	< 0.1%
Other values (84)	13171	72.3%

Minimum 5 values

Value	Count	Frequency (%)
2	5	< 0.1%
3	9	< 0.1%
4	69	< 0.1%
5	110	< 0.1%
6	144	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
95	1	< 0.1%
94	1	< 0.1%
93	2	< 0.1%
92	5	< 0.1%
91	3	< 0.1%

Potential
Numeric

Distinct count	47
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	71.307
Minimum	48
Maximum	95
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	48
5-th percentile	62
Q1	67
Median	71
Q3	75
95-th percentile	82
Maximum	95
Range	47
Interquartile range	8

Descriptive statistics

Standard deviation	6.1365
Coef of variation	0.086057
Kurtosis	0.035826
Mean	71.307
MAD	4.9083
Skewness	0.26615
Sum	1.2983e+06
Variance	37.657
Memory size	142.4 KiB

Value	Count	Frequency (%)
70	1203	6.6%
69	1175	6.5%
71	1140	6.3%
68	1136	6.2%
72	1122	6.2%
73	1051	5.8%
74	1015	5.6%
66	996	5.5%
67	991	5.4%
75	951	5.2%
Other values (37)	7427	40.8%

Minimum 5 values

Value	Count	Frequency (%)
48	2	< 0.1%
50	2	< 0.1%
51	2	< 0.1%
52	10	< 0.1%
53	6	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
95	1	< 0.1%
94	3	< 0.1%
93	4	< 0.1%
92	9	< 0.1%
91	12	< 0.1%

Preferred_Foot
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48

Right	13948
Left	4211
(Missing)	48

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
Right	13948	76.6%
Left	4211	23.1%
(Missing)	48	< 0.1%

Max length	5
Mean length	4.7634
Min length	3
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

RAM
Categorical

Distinct count	102
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

61+2	744
62+2	722
60+2	702
Other values (98)	13954
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
61+2	744	< 0.1%
62+2	722	< 0.1%
60+2	702	< 0.1%
63+2	675	< 0.1%
59+2	674	< 0.1%
58+2	668	< 0.1%
64+2	661	< 0.1%
65+2	643	< 0.1%
66+2	609	< 0.1%
57+2	607	< 0.1%
Other values (91)	9417	51.7%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

RB
Categorical

Distinct count	99
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

61+2	669
58+2	659
59+2	653
Other values (95)	14141
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
61+2	669	< 0.1%
58+2	659	< 0.1%
59+2	653	< 0.1%
63+2	652	< 0.1%
64+2	646	< 0.1%
60+2	629	< 0.1%
62+2	600	< 0.1%
57+2	571	< 0.1%
65+2	568	< 0.1%
54+2	540	< 0.1%
Other values (88)	9935	54.6%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

RCB
Categorical

Distinct count	109
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

63+2	634
62+2	618
64+2	591
Other values (105)	14279
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
63+2	634	< 0.1%
62+2	618	< 0.1%
64+2	591	< 0.1%
65+2	580	< 0.1%
61+2	569	< 0.1%
66+2	533	< 0.1%
60+2	499	< 0.1%
67+2	477	< 0.1%
68+2	476	< 0.1%
59+2	475	< 0.1%
Other values (98)	10670	58.6%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

RCM
Categorical

Distinct count	93
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

58+2	762
62+2	747
60+2	743
Other values (89)	13870
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
58+2	762	< 0.1%
62+2	747	< 0.1%
60+2	743	< 0.1%
61+2	731	< 0.1%
59+2	726	< 0.1%
57+2	665	< 0.1%
56+2	654	< 0.1%
63+2	648	< 0.1%
55+2	645	< 0.1%
64+2	636	< 0.1%
Other values (82)	9165	50.3%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

RDM
Categorical

Distinct count	100
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

62+2	660
60+2	620
61+2	620
Other values (96)	14222
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
62+2	660	< 0.1%
60+2	620	< 0.1%
61+2	620	< 0.1%
59+2	592	< 0.1%
64+2	592	< 0.1%
63+2	573	< 0.1%
58+2	565	< 0.1%
65+2	539	< 0.1%
57+2	529	< 0.1%
66+2	524	< 0.1%
Other values (89)	10308	56.6%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

Reactions
Numeric

Distinct count	69
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	61.837
Minimum	21
Maximum	96
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	21
5-th percentile	47
Q1	56
Median	62
Q3	68
95-th percentile	76
Maximum	96
Range	75
Interquartile range	12

Descriptive statistics

Standard deviation	9.0105
Coef of variation	0.14571
Kurtosis	0.057029
Mean	61.837
MAD	7.1723
Skewness	-0.11413
Sum	1.1229e+06
Variance	81.188
Memory size	142.4 KiB

Value	Count	Frequency (%)
65	863	< 0.1%
64	862	< 0.1%
60	833	< 0.1%
62	820	< 0.1%
63	812	< 0.1%
66	734	< 0.1%
58	716	< 0.1%
68	710	< 0.1%
67	701	< 0.1%
61	700	< 0.1%
Other values (58)	10408	57.2%

Minimum 5 values

Value	Count	Frequency (%)
21	1	< 0.1%
30	5	< 0.1%
31	5	< 0.1%
32	6	< 0.1%
33	12	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	1	< 0.1%
95	1	< 0.1%
94	1	< 0.1%
93	1	< 0.1%
92	1	< 0.1%

Real_Face
Boolean

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48

No	16505
Yes	1654
(Missing)	48

Toggle details

Value	Count	Frequency (%)
No	16505	90.7%
Yes	1654	9.1%
(Missing)	48	< 0.1%

Release_Clause
Categorical

Distinct count	1245
Unique (%)	6.8%
Missing (%)	8.6%
Missing (n)	1564

€1.1M	557
€1.3M	423
€1.4M	386
Other values (1241)	15277
(Missing)	1564

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
€1.1M	557	< 0.1%
€1.3M	423	< 0.1%
€1.4M	386	< 0.1%
€1.2M	385	< 0.1%
€1.5M	337	< 0.1%
€1.6M	318	< 0.1%
€1M	286	< 0.1%
€1.8M	246	< 0.1%
€1.7M	216	< 0.1%
€1.9M	204	< 0.1%
Other values (1234)	13285	73.0%
(Missing)	1564	8.6%

Max length	7
Mean length	4.8097
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

RF
Categorical

Distinct count	103
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

61+2	713
63+2	694
62+2	686
Other values (99)	14029
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
61+2	713	< 0.1%
63+2	694	< 0.1%
62+2	686	< 0.1%
60+2	677	< 0.1%
64+2	676	< 0.1%
59+2	666	< 0.1%
58+2	637	< 0.1%
65+2	637	< 0.1%
66+2	602	< 0.1%
57+2	591	< 0.1%
Other values (92)	9543	52.4%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

RM
Categorical

Distinct count	101
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

61+2	804
62+2	757
60+2	744
Other values (97)	13817
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
61+2	804	< 0.1%
62+2	757	< 0.1%
60+2	744	< 0.1%
63+2	742	< 0.1%
64+2	715	< 0.1%
65+2	701	< 0.1%
59+2	689	< 0.1%
66+2	665	< 0.1%
67+2	619	< 0.1%
57+2	608	< 0.1%
Other values (90)	9078	49.9%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

RS
Categorical

Distinct count	94
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

61+2	705
60+2	695
59+2	688
Other values (90)	14034
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
61+2	705	< 0.1%
60+2	695	< 0.1%
59+2	688	< 0.1%
63+2	667	< 0.1%
64+2	666	< 0.1%
58+2	661	< 0.1%
57+2	651	< 0.1%
62+2	623	< 0.1%
56+2	602	< 0.1%
54+2	571	< 0.1%
Other values (83)	9593	52.7%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

RW
Categorical

Distinct count	106
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

63+2	745
61+2	705
62+2	687
Other values (102)	13985
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
63+2	745	< 0.1%
61+2	705	< 0.1%
62+2	687	< 0.1%
59+2	678	< 0.1%
60+2	678	< 0.1%
64+2	677	< 0.1%
65+2	673	< 0.1%
66+2	626	< 0.1%
57+2	608	< 0.1%
58+2	604	< 0.1%
Other values (95)	9441	51.9%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

RWB
Categorical

Distinct count	96
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

61+2	713
60+2	697
59+2	685
Other values (92)	14027
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
61+2	713	< 0.1%
60+2	697	< 0.1%
59+2	685	< 0.1%
56+2	679	< 0.1%
62+2	677	< 0.1%
57+2	629	< 0.1%
63+2	621	< 0.1%
53+2	609	< 0.1%
58+2	599	< 0.1%
64+2	584	< 0.1%
Other values (85)	9629	52.9%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

ShortPassing
Highly correlated

This variable is highly correlated with BallControl and should be ignored for analysis

Correlation	0.91145

ShotPower
Numeric

Distinct count	93
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	55.46
Minimum	2
Maximum	95
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2
5-th percentile	21
Q1	45
Median	59
Q3	68
95-th percentile	78
Maximum	95
Range	93
Interquartile range	23

Descriptive statistics

Standard deviation	17.238
Coef of variation	0.31082
Kurtosis	-0.33517
Mean	55.46
MAD	13.951
Skewness	-0.68047
Sum	1.0071e+06
Variance	297.15
Memory size	142.4 KiB

Value	Count	Frequency (%)
68	574	< 0.1%
70	558	< 0.1%
65	552	< 0.1%
62	542	< 0.1%
66	515	< 0.1%
60	497	< 0.1%
64	491	< 0.1%
63	473	< 0.1%
58	471	< 0.1%
59	462	< 0.1%
Other values (82)	13024	71.5%

Minimum 5 values

Value	Count	Frequency (%)
2	1	< 0.1%
3	1	< 0.1%
6	2	< 0.1%
7	1	< 0.1%
8	2	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
95	1	< 0.1%
94	1	< 0.1%
93	1	< 0.1%
92	3	< 0.1%
91	2	< 0.1%

Skill_Moves
Numeric

Distinct count	6
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.3613
Minimum	1
Maximum	5
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
Median	2
Q3	3
95-th percentile	4
Maximum	5
Range	4
Interquartile range	1

Descriptive statistics

Standard deviation	0.75616
Coef of variation	0.32023
Kurtosis	-0.087602
Mean	2.3613
MAD	0.6446
Skewness	0.1499
Sum	42879
Variance	0.57178
Memory size	142.4 KiB

Value	Count	Frequency (%)
2	8565	47.0%
3	6600	36.2%
1	2026	11.1%
4	917	5.0%
5	51	< 0.1%
(Missing)	48	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
1	2026	11.1%
2	8565	47.0%
3	6600	36.2%
4	917	5.0%
5	51	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
5	51	< 0.1%
4	917	5.0%
3	6600	36.2%
2	8565	47.0%
1	2026	11.1%

SlidingTackle
Highly correlated

This variable is highly correlated with Interceptions and should be ignored for analysis

Correlation	0.92828

Special
Highly correlated

This variable is highly correlated with ShortPassing and should be ignored for analysis

Correlation	0.90673

SprintSpeed
Highly correlated

This variable is highly correlated with Acceleration and should be ignored for analysis

Correlation	0.92193

ST
Categorical

Distinct count	94
Unique (%)	< 0.1%
Missing (%)	11.5%
Missing (n)	2085

61+2	705
60+2	695
59+2	688
Other values (90)	14034
(Missing)	2085

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
61+2	705	< 0.1%
60+2	695	< 0.1%
59+2	688	< 0.1%
63+2	667	< 0.1%
64+2	666	< 0.1%
58+2	661	< 0.1%
57+2	651	< 0.1%
62+2	623	< 0.1%
56+2	602	< 0.1%
54+2	571	< 0.1%
Other values (83)	9593	52.7%
(Missing)	2085	11.5%

Max length	4
Mean length	3.8855
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

Stamina
Numeric

Distinct count	86
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	63.22
Minimum	12
Maximum	96
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	12
5-th percentile	29
Q1	56
Median	66
Q3	74
95-th percentile	84
Maximum	96
Range	84
Interquartile range	18

Descriptive statistics

Standard deviation	15.895
Coef of variation	0.25142
Kurtosis	0.48157
Mean	63.22
MAD	12.195
Skewness	-0.9154
Sum	1.148e+06
Variance	252.64
Memory size	142.4 KiB

Value	Count	Frequency (%)
68	694	< 0.1%
69	668	< 0.1%
67	630	< 0.1%
72	611	< 0.1%
65	587	< 0.1%
74	577	< 0.1%
66	574	< 0.1%
70	572	< 0.1%
75	556	< 0.1%
64	549	< 0.1%
Other values (75)	12141	66.7%

Minimum 5 values

Value	Count	Frequency (%)
12	1	< 0.1%
13	2	< 0.1%
14	9	< 0.1%
15	4	< 0.1%
16	22	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
96	3	< 0.1%
95	2	< 0.1%
94	7	< 0.1%
93	27	< 0.1%
92	58	< 0.1%

StandingTackle
Highly correlated

This variable is highly correlated with SlidingTackle and should be ignored for analysis

Correlation	0.97466

Strength
Numeric

Distinct count	75
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	65.312
Minimum	17
Maximum	97
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	17
5-th percentile	41
Q1	58
Median	67
Q3	74
95-th percentile	84
Maximum	97
Range	80
Interquartile range	16

Descriptive statistics

Standard deviation	12.557
Coef of variation	0.19226
Kurtosis	0.057389
Mean	65.312
MAD	9.922
Skewness	-0.46836
Sum	1.186e+06
Variance	157.68
Memory size	142.4 KiB

Value	Count	Frequency (%)
68	678	< 0.1%
67	626	< 0.1%
65	623	< 0.1%
69	605	< 0.1%
70	596	< 0.1%
73	569	< 0.1%
72	569	< 0.1%
64	564	< 0.1%
66	561	< 0.1%
75	541	< 0.1%
Other values (64)	12227	67.2%

Minimum 5 values

Value	Count	Frequency (%)
17	1	< 0.1%
24	2	< 0.1%
25	2	< 0.1%
26	4	< 0.1%
27	4	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
97	1	< 0.1%
95	3	< 0.1%
94	14	< 0.1%
93	29	< 0.1%
92	58	< 0.1%

Unnamed_0
Numeric

Distinct count	18207
Unique (%)	100.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	9103
Minimum	0
Maximum	18206
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	910.3
Q1	4551.5
Median	9103
Q3	13654
95-th percentile	17296
Maximum	18206
Range	18206
Interquartile range	9103

Descriptive statistics

Standard deviation	5256.1
Coef of variation	0.5774
Kurtosis	-1.2
Mean	9103
MAD	4551.7
Skewness	0
Sum	1.6574e+08
Variance	2.7626e+07
Memory size	142.4 KiB

Value	Count	Frequency (%)
2047	1	< 0.1%
15010	1	< 0.1%
661	1	< 0.1%
6806	1	< 0.1%
4759	1	< 0.1%
17053	1	< 0.1%
10912	1	< 0.1%
8865	1	< 0.1%
12963	1	< 0.1%
12947	1	< 0.1%
Other values (18197)	18197	> 99.9%

Minimum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
18206	1	< 0.1%
18205	1	< 0.1%
18204	1	< 0.1%
18203	1	< 0.1%
18202	1	< 0.1%

Value
Categorical

Distinct count	217
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

€1.1M	431
€375K	372
€425K	354
Other values (214)	17050

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
€1.1M	431	< 0.1%
€375K	372	< 0.1%
€425K	354	< 0.1%
€325K	351	< 0.1%
€450K	343	< 0.1%
€525K	338	< 0.1%
€350K	325	< 0.1%
€1.2M	324	< 0.1%
€400K	323	< 0.1%
€1M	318	< 0.1%
Other values (207)	14728	80.9%

Max length	7
Mean length	4.7707
Min length	2
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

Vision
Numeric

Distinct count	86
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	53.401
Minimum	10
Maximum	94
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	10
5-th percentile	29
Q1	44
Median	55
Q3	64
95-th percentile	74
Maximum	94
Range	84
Interquartile range	20

Descriptive statistics

Standard deviation	14.147
Coef of variation	0.26492
Kurtosis	-0.35231
Mean	53.401
MAD	11.525
Skewness	-0.35075
Sum	9.6971e+05
Variance	200.13
Memory size	142.4 KiB

Value	Count	Frequency (%)
58	595	< 0.1%
55	565	< 0.1%
60	541	< 0.1%
59	536	< 0.1%
62	513	< 0.1%
65	507	< 0.1%
64	498	< 0.1%
53	472	< 0.1%
63	470	< 0.1%
52	469	< 0.1%
Other values (75)	12993	71.4%

Minimum 5 values

Value	Count	Frequency (%)
10	6	< 0.1%
11	20	< 0.1%
12	20	< 0.1%
13	17	< 0.1%
14	24	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
94	2	< 0.1%
93	1	< 0.1%
92	2	< 0.1%
91	3	< 0.1%
90	1	< 0.1%

Volleys
Numeric

Distinct count	88
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	42.909
Minimum	4
Maximum	90
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	4
5-th percentile	12
Q1	30
Median	44
Q3	57
95-th percentile	70
Maximum	90
Range	86
Interquartile range	27

Descriptive statistics

Standard deviation	17.694
Coef of variation	0.41237
Kurtosis	-0.7162
Mean	42.909
MAD	14.697
Skewness	-0.14865
Sum	7.7918e+05
Variance	313.09
Memory size	142.4 KiB

Value	Count	Frequency (%)
49	402	< 0.1%
59	387	< 0.1%
48	387	< 0.1%
58	382	< 0.1%
45	374	< 0.1%
42	369	< 0.1%
43	368	< 0.1%
55	359	< 0.1%
52	357	< 0.1%
54	354	< 0.1%
Other values (77)	14420	79.2%

Minimum 5 values

Value	Count	Frequency (%)
4	7	< 0.1%
5	90	< 0.1%
6	101	< 0.1%
7	110	< 0.1%
8	137	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
90	5	< 0.1%
89	1	< 0.1%
88	3	< 0.1%
87	5	< 0.1%
86	7	< 0.1%

Wage
Categorical

Distinct count	144
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

€1K	4900
€2K	2827
€3K	1857
Other values (141)	8623

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
€1K	4900	26.9%
€2K	2827	15.5%
€3K	1857	10.2%
€4K	1255	6.9%
€5K	869	< 0.1%
€6K	682	< 0.1%
€7K	488	< 0.1%
€8K	423	< 0.1%
€9K	328	< 0.1%
€10K	319	< 0.1%
Other values (134)	4259	23.4%

Max length	5
Mean length	3.2353
Min length	2
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

Weak_Foot
Numeric

Distinct count	6
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.9473
Minimum	1
Maximum	5
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
Median	3
Q3	3
95-th percentile	4
Maximum	5
Range	4
Interquartile range	0

Descriptive statistics

Standard deviation	0.66046
Coef of variation	0.22409
Kurtosis	0.6579
Mean	2.9473
MAD	0.42629
Skewness	0.1384
Sum	53520
Variance	0.4362
Memory size	142.4 KiB

Value	Count	Frequency (%)
3	11349	62.3%
2	3761	20.7%
4	2662	14.6%
5	229	< 0.1%
1	158	< 0.1%
(Missing)	48	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
1	158	< 0.1%
2	3761	20.7%
3	11349	62.3%
4	2662	14.6%
5	229	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
5	229	< 0.1%
4	2662	14.6%
3	11349	62.3%
2	3761	20.7%
1	158	< 0.1%

Weight
Categorical

Distinct count	58
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48

165lbs	1483
154lbs	1439
176lbs	1041
Other values (54)	14196

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
165lbs	1483	8.1%
154lbs	1439	7.9%
176lbs	1041	5.7%
172lbs	987	5.4%
159lbs	946	5.2%
161lbs	936	5.1%
163lbs	901	< 0.1%
170lbs	860	< 0.1%
168lbs	836	< 0.1%
174lbs	705	< 0.1%
Other values (47)	8025	44.1%

Max length	6
Mean length	5.9921
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	False

Work_Rate
Categorical

Distinct count	10
Unique (%)	< 0.1%
Missing (%)	< 0.1%
Missing (n)	48

Medium/ Medium	9810
High/ Medium	3173
Medium/ High	1690
Other values (6)	3486

Toggle details

Frequency
Composition

Value	Count	Frequency (%)
Medium/ Medium	9810	53.9%
High/ Medium	3173	17.4%
Medium/ High	1690	9.3%
High/ High	1015	5.6%
Medium/ Low	850	< 0.1%
High/ Low	699	< 0.1%
Low/ Medium	449	< 0.1%
Low/ High	439	< 0.1%
Low/ Low	34	< 0.1%
(Missing)	48	< 0.1%

Max length	14
Mean length	12.676
Min length	3
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

Matrix

Count

Heatmap

Dendrogram

First rows

	Acceleration	Age	Aggression	Agility	Balance	BallControl	Body_Type	CAM	CB	CDM	CF	Club	Club_Logo	CM	Composure	Contract_Valid_Until	Crossing	Curve	Dribbling	Finishing	FKAccuracy	Flag	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	HeadingAccuracy	Height	ID	Interceptions	International_Reputation	Jersey_Number	Joined	Jumping	LAM	LB	LCB	LCM	LDM	LF	LM	Loaned_From	LongPassing	LongShots	LS	LW	LWB	Marking	Name	Nationality	Overall	Penalties	Photo	Position	Positioning	Potential	Preferred_Foot	RAM	RB	RCB	RCM	RDM	Reactions	Real_Face	Release_Clause	RF	RM	RS	RW	RWB	ShortPassing	ShotPower	Skill_Moves	SlidingTackle	Special	SprintSpeed	ST	Stamina	StandingTackle	Strength	Unnamed_0	Value	Vision	Volleys	Wage	Weak_Foot	Weight	Work_Rate
0	91.0	31	48.0	91.0	95.0	96.0	Messi	93+2	47+2	61+2	93+2	FC Barcelona	https://cdn.sofifa.org/teams/2/light/241.png	84+2	96.0	2021	84.0	93.0	97.0	95.0	94.0	https://cdn.sofifa.org/flags/52.png	6.0	11.0	15.0	14.0	8.0	70.0	5'7	158023	22.0	5.0	10.0	Jul 1, 2004	68.0	93+2	59+2	47+2	84+2	61+2	93+2	91+2	NaN	87.0	94.0	88+2	92+2	64+2	33.0	L. Messi	Argentina	94	75.0	https://cdn.sofifa.org/players/4/19/158023.png	RF	94.0	94	Left	93+2	59+2	47+2	84+2	61+2	95.0	Yes	€226.5M	93+2	91+2	88+2	92+2	64+2	90.0	85.0	4.0	26.0	2202	86.0	88+2	72.0	28.0	59.0	0	€110.5M	94.0	86.0	€565K	4.0	159lbs	Medium/ Medium
1	89.0	33	63.0	87.0	70.0	94.0	C. Ronaldo	88+3	53+3	61+3	90+3	Juventus	https://cdn.sofifa.org/teams/2/light/45.png	81+3	95.0	2022	84.0	81.0	88.0	94.0	76.0	https://cdn.sofifa.org/flags/38.png	7.0	11.0	15.0	14.0	11.0	89.0	6'2	20801	29.0	5.0	7.0	Jul 10, 2018	95.0	88+3	61+3	53+3	81+3	61+3	90+3	88+3	NaN	77.0	93.0	91+3	89+3	65+3	28.0	Cristiano Ronaldo	Portugal	94	85.0	https://cdn.sofifa.org/players/4/19/20801.png	ST	95.0	94	Right	88+3	61+3	53+3	81+3	61+3	96.0	Yes	€127.1M	90+3	88+3	91+3	89+3	65+3	81.0	95.0	5.0	23.0	2228	91.0	91+3	88.0	31.0	79.0	1	€77M	82.0	87.0	€405K	4.0	183lbs	High/ Low
2	94.0	26	56.0	96.0	84.0	95.0	Neymar	89+3	47+3	60+3	89+3	Paris Saint-Germain	https://cdn.sofifa.org/teams/2/light/73.png	81+3	94.0	2022	79.0	88.0	96.0	87.0	87.0	https://cdn.sofifa.org/flags/54.png	9.0	9.0	15.0	15.0	11.0	62.0	5'9	190871	36.0	5.0	10.0	Aug 3, 2017	61.0	89+3	60+3	47+3	81+3	60+3	89+3	88+3	NaN	78.0	82.0	84+3	89+3	65+3	27.0	Neymar Jr	Brazil	92	81.0	https://cdn.sofifa.org/players/4/19/190871.png	LW	89.0	93	Right	89+3	60+3	47+3	81+3	60+3	94.0	Yes	€228.1M	89+3	88+3	84+3	89+3	65+3	84.0	80.0	5.0	33.0	2143	90.0	84+3	81.0	24.0	49.0	2	€118.5M	87.0	84.0	€290K	5.0	150lbs	High/ Medium
3	57.0	27	38.0	60.0	43.0	42.0	Lean	NaN	NaN	NaN	NaN	Manchester United	https://cdn.sofifa.org/teams/2/light/11.png	NaN	68.0	2020	17.0	21.0	18.0	13.0	19.0	https://cdn.sofifa.org/flags/45.png	90.0	85.0	87.0	88.0	94.0	21.0	6'4	193080	30.0	4.0	1.0	Jul 1, 2011	67.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	51.0	12.0	NaN	NaN	NaN	15.0	De Gea	Spain	91	40.0	https://cdn.sofifa.org/players/4/19/193080.png	GK	12.0	93	Right	NaN	NaN	NaN	NaN	NaN	90.0	Yes	€138.6M	NaN	NaN	NaN	NaN	NaN	50.0	31.0	1.0	13.0	1471	58.0	NaN	43.0	21.0	64.0	3	€72M	68.0	13.0	€260K	3.0	168lbs	Medium/ Medium
4	78.0	27	76.0	79.0	77.0	91.0	Normal	88+3	66+3	77+3	87+3	Manchester City	https://cdn.sofifa.org/teams/2/light/10.png	87+3	88.0	2023	93.0	85.0	86.0	82.0	83.0	https://cdn.sofifa.org/flags/7.png	15.0	13.0	5.0	10.0	13.0	55.0	5'11	192985	61.0	4.0	7.0	Aug 30, 2015	63.0	88+3	73+3	66+3	87+3	77+3	87+3	88+3	NaN	91.0	91.0	82+3	87+3	77+3	68.0	K. De Bruyne	Belgium	91	79.0	https://cdn.sofifa.org/players/4/19/192985.png	RCM	87.0	92	Right	88+3	73+3	66+3	87+3	77+3	91.0	Yes	€196.4M	87+3	88+3	82+3	87+3	77+3	92.0	91.0	4.0	51.0	2281	76.0	82+3	90.0	58.0	75.0	4	€102M	94.0	82.0	€355K	5.0	154lbs	High/ High
5	94.0	27	54.0	95.0	94.0	94.0	Normal	89+3	49+3	63+3	88+3	Chelsea	https://cdn.sofifa.org/teams/2/light/5.png	82+3	91.0	2020	81.0	83.0	95.0	84.0	79.0	https://cdn.sofifa.org/flags/7.png	11.0	12.0	6.0	8.0	8.0	61.0	5'8	183277	41.0	4.0	10.0	Jul 1, 2012	56.0	89+3	60+3	49+3	82+3	63+3	88+3	89+3	NaN	83.0	80.0	83+3	89+3	66+3	34.0	E. Hazard	Belgium	91	86.0	https://cdn.sofifa.org/players/4/19/183277.png	LF	87.0	91	Right	89+3	60+3	49+3	82+3	63+3	90.0	Yes	€172.1M	88+3	89+3	83+3	89+3	66+3	89.0	82.0	4.0	22.0	2142	88.0	83+3	83.0	27.0	66.0	5	€93M	89.0	80.0	€340K	4.0	163lbs	High/ Medium
6	80.0	32	62.0	93.0	94.0	93.0	Lean	87+3	71+3	81+3	84+3	Real Madrid	https://cdn.sofifa.org/teams/2/light/243.png	88+3	84.0	2020	86.0	85.0	90.0	72.0	78.0	https://cdn.sofifa.org/flags/10.png	13.0	9.0	7.0	14.0	9.0	55.0	5'8	177003	83.0	4.0	10.0	Aug 1, 2012	68.0	87+3	79+3	71+3	88+3	81+3	84+3	86+3	NaN	88.0	82.0	77+3	85+3	82+3	60.0	L. Modrić	Croatia	91	82.0	https://cdn.sofifa.org/players/4/19/177003.png	RCM	79.0	91	Right	87+3	79+3	71+3	88+3	81+3	90.0	Yes	€137.4M	84+3	86+3	77+3	85+3	82+3	93.0	79.0	4.0	73.0	2280	72.0	77+3	89.0	76.0	58.0	6	€67M	92.0	76.0	€420K	4.0	146lbs	High/ High
7	86.0	31	87.0	82.0	83.0	90.0	Normal	85+5	63+5	68+5	87+5	FC Barcelona	https://cdn.sofifa.org/teams/2/light/241.png	79+5	85.0	2021	77.0	86.0	87.0	93.0	84.0	https://cdn.sofifa.org/flags/60.png	27.0	25.0	31.0	33.0	37.0	77.0	6'0	176580	41.0	5.0	9.0	Jul 11, 2014	69.0	85+5	66+5	63+5	79+5	68+5	87+5	84+5	NaN	64.0	85.0	87+5	86+5	69+5	62.0	L. Suárez	Uruguay	91	85.0	https://cdn.sofifa.org/players/4/19/176580.png	RS	92.0	91	Right	85+5	66+5	63+5	79+5	68+5	92.0	Yes	€164M	87+5	84+5	87+5	86+5	69+5	82.0	86.0	3.0	38.0	2346	75.0	87+5	90.0	45.0	83.0	7	€80M	84.0	88.0	€455K	4.0	190lbs	High/ Medium
8	76.0	32	88.0	78.0	66.0	84.0	Normal	71+3	87+3	84+3	71+3	Real Madrid	https://cdn.sofifa.org/teams/2/light/243.png	75+3	82.0	2020	66.0	74.0	63.0	60.0	72.0	https://cdn.sofifa.org/flags/45.png	11.0	8.0	9.0	7.0	11.0	91.0	6'0	155862	90.0	4.0	15.0	Aug 1, 2005	93.0	71+3	84+3	87+3	75+3	84+3	71+3	72+3	NaN	77.0	59.0	73+3	70+3	81+3	87.0	Sergio Ramos	Spain	91	75.0	https://cdn.sofifa.org/players/4/19/155862.png	RCB	60.0	91	Right	71+3	84+3	87+3	75+3	84+3	85.0	Yes	€104.6M	71+3	72+3	73+3	70+3	81+3	78.0	79.0	3.0	91.0	2201	75.0	73+3	84.0	92.0	83.0	8	€51M	63.0	66.0	€380K	3.0	181lbs	High/ Medium
9	43.0	25	34.0	67.0	49.0	16.0	Normal	NaN	NaN	NaN	NaN	Atlético Madrid	https://cdn.sofifa.org/teams/2/light/240.png	NaN	70.0	2021	13.0	13.0	12.0	11.0	14.0	https://cdn.sofifa.org/flags/44.png	86.0	92.0	78.0	88.0	89.0	15.0	6'2	200389	19.0	3.0	1.0	Jul 16, 2014	76.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	26.0	12.0	NaN	NaN	NaN	27.0	J. Oblak	Slovenia	90	11.0	https://cdn.sofifa.org/players/4/19/200389.png	GK	11.0	93	Right	NaN	NaN	NaN	NaN	NaN	86.0	Yes	€144.5M	NaN	NaN	NaN	NaN	NaN	29.0	22.0	1.0	18.0	1331	60.0	NaN	41.0	12.0	78.0	9	€68M	70.0	13.0	€94K	3.0	192lbs	Medium/ Medium

Last rows

	Acceleration	Age	Aggression	Agility	Balance	BallControl	Body_Type	CAM	CB	CDM	CF	Club	Club_Logo	CM	Composure	Contract_Valid_Until	Crossing	Curve	Dribbling	Finishing	FKAccuracy	Flag	GKDiving	GKHandling	GKKicking	GKPositioning	GKReflexes	HeadingAccuracy	Height	ID	Interceptions	International_Reputation	Jersey_Number	Joined	Jumping	LAM	LB	LCB	LCM	LDM	LF	LM	Loaned_From	LongPassing	LongShots	LS	LW	LWB	Marking	Name	Nationality	Overall	Penalties	Photo	Position	Positioning	Potential	Preferred_Foot	RAM	RB	RCB	RCM	RDM	Reactions	Real_Face	Release_Clause	RF	RM	RS	RW	RWB	ShortPassing	ShotPower	Skill_Moves	SlidingTackle	Special	SprintSpeed	ST	Stamina	StandingTackle	Strength	Unnamed_0	Value	Vision	Volleys	Wage	Weak_Foot	Weight	Work_Rate
18197	68.0	18	37.0	58.0	62.0	51.0	Normal	49+2	40+2	44+2	48+2	Cork City	https://cdn.sofifa.org/teams/2/light/422.png	47+2	52.0	2018	44.0	48.0	50.0	44.0	46.0	https://cdn.sofifa.org/flags/25.png	13.0	6.0	9.0	10.0	15.0	36.0	5'10	246167	28.0	1.0	14.0	Oct 5, 2018	55.0	49+2	44+2	40+2	47+2	44+2	48+2	49+2	NaN	52.0	37.0	45+2	49+2	45+2	41.0	D. Holland	Republic of Ireland	47	49.0	https://cdn.sofifa.org/players/4/19/246167.png	CM	39.0	61	Right	49+2	44+2	40+2	47+2	44+2	41.0	No	€88K	48+2	49+2	45+2	49+2	45+2	53.0	50.0	2.0	38.0	1362	62.0	45+2	50.0	47.0	38.0	18197	€60K	48.0	43.0	€1K	3.0	141lbs	Medium/ Medium
18198	18.0	18	25.0	22.0	47.0	11.0	Lean	NaN	NaN	NaN	NaN	Burton Albion	https://cdn.sofifa.org/teams/2/light/15015.png	NaN	34.0	2021	14.0	13.0	10.0	8.0	10.0	https://cdn.sofifa.org/flags/14.png	46.0	52.0	58.0	42.0	48.0	14.0	5'11	242844	6.0	1.0	22.0	Nov 10, 2018	56.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	21.0	5.0	NaN	NaN	NaN	15.0	J. Livesey	England	47	14.0	https://cdn.sofifa.org/players/4/19/242844.png	GK	5.0	70	Right	NaN	NaN	NaN	NaN	NaN	36.0	No	€165K	NaN	NaN	NaN	NaN	NaN	19.0	26.0	1.0	13.0	792	24.0	NaN	20.0	11.0	38.0	18198	€60K	37.0	8.0	€1K	2.0	154lbs	Medium/ Medium
18199	60.0	18	53.0	53.0	55.0	47.0	Lean	44+2	48+2	48+2	44+2	Vancouver Whitecaps FC	https://cdn.sofifa.org/teams/2/light/101112.png	45+2	40.0	2021	31.0	35.0	46.0	31.0	31.0	https://cdn.sofifa.org/flags/70.png	7.0	7.0	9.0	14.0	15.0	41.0	5'6	244677	49.0	1.0	65.0	Jul 17, 2018	57.0	44+2	47+2	48+2	45+2	48+2	44+2	45+2	NaN	55.0	30.0	42+2	43+2	47+2	48.0	M. Baldisimo	Canada	47	36.0	https://cdn.sofifa.org/players/4/19/244677.png	CM	35.0	69	Right	44+2	47+2	48+2	45+2	48+2	46.0	No	€175K	44+2	45+2	42+2	43+2	47+2	51.0	49.0	2.0	49.0	1303	63.0	42+2	42.0	49.0	43.0	18199	€70K	40.0	26.0	€1K	3.0	150lbs	Medium/ High
18200	65.0	18	26.0	64.0	80.0	41.0	Lean	44+2	27+2	28+2	45+2	Swindon Town	https://cdn.sofifa.org/teams/2/light/1934.png	37+2	50.0	2019	28.0	32.0	39.0	47.0	25.0	https://cdn.sofifa.org/flags/42.png	11.0	15.0	12.0	12.0	11.0	47.0	5'9	231381	16.0	1.0	21.0	Oct 17, 2015	77.0	44+2	30+2	27+2	37+2	28+2	45+2	41+2	NaN	30.0	51.0	45+2	44+2	31+2	15.0	J. Young	Scotland	47	58.0	https://cdn.sofifa.org/players/4/19/231381.png	ST	46.0	62	Left	44+2	30+2	27+2	37+2	28+2	54.0	No	€143K	45+2	41+2	45+2	44+2	31+2	42.0	44.0	2.0	14.0	1203	48.0	45+2	31.0	17.0	31.0	18200	€60K	37.0	37.0	€1K	2.0	157lbs	Medium/ Medium
18201	52.0	18	44.0	39.0	48.0	32.0	Lean	28+2	46+2	38+2	30+2	Waterford FC	https://cdn.sofifa.org/teams/2/light/753.png	30+2	43.0	2018	22.0	21.0	21.0	23.0	27.0	https://cdn.sofifa.org/flags/25.png	9.0	10.0	9.0	11.0	13.0	45.0	6'1	243413	45.0	1.0	29.0	Apr 20, 2018	74.0	28+2	42+2	46+2	30+2	38+2	30+2	30+2	NaN	27.0	16.0	32+2	29+2	39+2	44.0	D. Walsh	Republic of Ireland	47	38.0	https://cdn.sofifa.org/players/4/19/243413.png	RB	20.0	68	Left	28+2	42+2	46+2	30+2	38+2	43.0	No	€153K	30+2	30+2	32+2	29+2	39+2	25.0	39.0	2.0	53.0	1098	52.0	32+2	39.0	47.0	52.0	18201	€60K	31.0	27.0	€1K	3.0	168lbs	Medium/ Medium
18202	54.0	19	46.0	60.0	76.0	43.0	Lean	45+2	45+2	45+2	44+2	Crewe Alexandra	https://cdn.sofifa.org/teams/2/light/121.png	45+2	45.0	2019	34.0	30.0	42.0	38.0	34.0	https://cdn.sofifa.org/flags/14.png	10.0	13.0	7.0	8.0	9.0	40.0	5'9	238813	46.0	1.0	22.0	May 3, 2017	55.0	45+2	45+2	45+2	45+2	45+2	44+2	44+2	NaN	45.0	38.0	42+2	44+2	44+2	40.0	J. Lundstram	England	47	43.0	https://cdn.sofifa.org/players/4/19/238813.png	CM	39.0	65	Right	45+2	45+2	45+2	45+2	45+2	49.0	No	€143K	44+2	44+2	42+2	44+2	44+2	49.0	43.0	2.0	47.0	1307	57.0	42+2	40.0	48.0	47.0	18202	€60K	52.0	25.0	€1K	2.0	134lbs	Medium/ Medium
18203	41.0	19	47.0	38.0	52.0	40.0	Normal	40+2	32+2	31+2	42+2	Trelleborgs FF	https://cdn.sofifa.org/teams/2/light/703.png	35+2	42.0	2020	23.0	32.0	39.0	52.0	20.0	https://cdn.sofifa.org/flags/46.png	10.0	9.0	9.0	5.0	12.0	52.0	6'3	243165	16.0	1.0	21.0	Mar 19, 2018	47.0	40+2	29+2	32+2	35+2	31+2	42+2	38+2	NaN	25.0	42.0	45+2	39+2	30+2	22.0	N. Christoffersson	Sweden	47	43.0	https://cdn.sofifa.org/players/4/19/243165.png	ST	46.0	63	Right	40+2	29+2	32+2	35+2	31+2	40.0	No	€113K	42+2	38+2	45+2	39+2	30+2	43.0	41.0	2.0	19.0	1098	39.0	45+2	43.0	15.0	67.0	18203	€60K	33.0	36.0	€1K	2.0	170lbs	Medium/ Medium
18204	70.0	16	32.0	50.0	58.0	44.0	Normal	44+2	28+2	30+2	46+2	Cambridge United	https://cdn.sofifa.org/teams/2/light/1944.png	38+2	41.0	2021	25.0	38.0	45.0	40.0	27.0	https://cdn.sofifa.org/flags/14.png	6.0	5.0	10.0	6.0	13.0	46.0	5'8	241638	15.0	1.0	33.0	Jul 1, 2017	60.0	44+2	33+2	28+2	38+2	30+2	46+2	44+2	NaN	28.0	45.0	45+2	45+2	34+2	32.0	B. Worman	England	47	55.0	https://cdn.sofifa.org/players/4/19/241638.png	ST	48.0	67	Right	44+2	33+2	28+2	38+2	30+2	47.0	No	€165K	46+2	44+2	45+2	45+2	34+2	38.0	45.0	2.0	11.0	1189	69.0	45+2	55.0	13.0	32.0	18204	€60K	43.0	38.0	€1K	3.0	148lbs	Medium/ Medium
18205	61.0	17	33.0	52.0	71.0	52.0	Lean	45+2	31+2	32+2	46+2	Tranmere Rovers	https://cdn.sofifa.org/teams/2/light/15048.png	39+2	46.0	2019	44.0	34.0	51.0	50.0	32.0	https://cdn.sofifa.org/flags/14.png	14.0	6.0	14.0	8.0	9.0	39.0	5'10	246268	22.0	1.0	34.0	Apr 24, 2018	42.0	45+2	35+2	31+2	39+2	32+2	46+2	46+2	NaN	32.0	34.0	47+2	47+2	36+2	20.0	D. Walker-Rice	England	47	50.0	https://cdn.sofifa.org/players/4/19/246268.png	RW	44.0	66	Right	45+2	35+2	31+2	39+2	32+2	21.0	No	€143K	46+2	46+2	47+2	47+2	36+2	42.0	64.0	2.0	27.0	1228	60.0	47+2	40.0	25.0	48.0	18205	€60K	47.0	40.0	€1K	3.0	154lbs	Medium/ Medium
18206	57.0	16	56.0	55.0	63.0	51.0	Lean	45+2	47+2	46+2	44+2	Tranmere Rovers	https://cdn.sofifa.org/teams/2/light/15048.png	45+2	43.0	2019	41.0	40.0	43.0	34.0	34.0	https://cdn.sofifa.org/flags/14.png	10.0	15.0	9.0	12.0	9.0	46.0	5'10	246269	42.0	1.0	33.0	Oct 30, 2018	62.0	45+2	46+2	47+2	45+2	46+2	44+2	46+2	NaN	44.0	32.0	43+2	45+2	46+2	40.0	G. Nugent	England	46	33.0	https://cdn.sofifa.org/players/4/19/246269.png	CM	34.0	66	Right	45+2	46+2	47+2	45+2	46+2	51.0	No	€165K	44+2	46+2	43+2	45+2	46+2	48.0	43.0	2.0	50.0	1321	55.0	43+2	47.0	43.0	60.0	18206	€60K	49.0	30.0	€1K	3.0	176lbs	Medium/ Medium

Overview

Variables

Correlations

Missing values

Matrix

Count

Heatmap

Dendrogram

Sample

First rows

Last rows